This week I’m speaking with Adam Jacob, founding father of System Initiative and creator of Swamp, about what occurs when AI brokers change the complete form of software program growth. We talk about how he went from an 18-person crew down to 5 and shipped Swamp 900 instances in 4 weeks, why he introduced Consumer Acceptance Testing (UAT) testing again from the 90s, why software program structure (and domain-driven design) all of a sudden issues greater than figuring out the way to write code, the dwell demo the place I pointed Swamp at my Proxmox field and watched it write its personal automation (blew my thoughts!!), and why he’ll by no means settle for a pull request to Swamp, ever.
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Sponsors:
- Coder.com – Safe environments the place devs and brokers work in parallel. Open by design. Safe by default.
- Tailscale – Adam loves Tailscale! Straightforward, safe, identity-based entry to something. Tailscale deploys shortly and permits Zero Belief entry to any useful resource in your community. From CI/CD runners throughout multi-cloud environments, to SaaS instruments and infrastructure, Tailscale connects all of it, seamlessly.
- RWX – CI/CD platform for top velocity groups. When brokers assist builders write code in minutes, validation turns into your bottleneck. RWX provides brokers programmatic management, sub-second cached builds, and semantic outputs they’ll act on. No commit required. Simply iterate till CI passes, then push.
- Fly.io – The house of Changelog.com — Deploy your apps near your customers — international Anycast load-balancing, zero-configuration personal networking, {hardware} isolation, and instantaneous WireGuard VPN connections. Push-button deployments that scale to 1000’s of situations. Try the speedrun to get began in minutes.
That includes:
Present Notes:
Featured
- Swamp Membership
- Swamp handbook
- Swamp extensions
- Swamp leaderboard
- Swamp on GitHub
- Swamp extensions on GitHub
- System Initiative
- System Initiative on GitHub
AI coding instruments
Infrastructure and automation
- Chef Infra
- Proxmox VE
- QEMU
- Grafana
- Honeycomb
- Higher Auth
- TypeScript
- Talos Linux
- Ubiquiti
- DigitalOcean
- Hetzner Cloud
- Amazon S3
- Incus
- Kubernetes
Developer platforms and firms
Associated Changelog episodes
- Rebuilding DevOps from the bottom up
- From Chef to System Initiative
- From Chef to System Initiative (remastered)
- The struggle for the soul of open supply
- OSCON
One thing lacking or damaged? PRs welcome!

